{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 金融时间序列分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "# plt.style.use(\"seaborn\")\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.4323</td>\n",
       "      <td>1096.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>30.572827</td>\n",
       "      <td>30.950</td>\n",
       "      <td>20.88</td>\n",
       "      <td>133.90</td>\n",
       "      <td>173.08</td>\n",
       "      <td>113.33</td>\n",
       "      <td>1132.99</td>\n",
       "      <td>20.04</td>\n",
       "      <td>1.4411</td>\n",
       "      <td>1120.00</td>\n",
       "      <td>47.71</td>\n",
       "      <td>109.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>30.625684</td>\n",
       "      <td>30.960</td>\n",
       "      <td>20.87</td>\n",
       "      <td>134.69</td>\n",
       "      <td>176.14</td>\n",
       "      <td>113.63</td>\n",
       "      <td>1136.52</td>\n",
       "      <td>19.35</td>\n",
       "      <td>1.4368</td>\n",
       "      <td>1118.65</td>\n",
       "      <td>48.17</td>\n",
       "      <td>109.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>30.138541</td>\n",
       "      <td>30.770</td>\n",
       "      <td>20.80</td>\n",
       "      <td>132.25</td>\n",
       "      <td>174.26</td>\n",
       "      <td>113.71</td>\n",
       "      <td>1137.14</td>\n",
       "      <td>19.16</td>\n",
       "      <td>1.4412</td>\n",
       "      <td>1138.50</td>\n",
       "      <td>49.34</td>\n",
       "      <td>111.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>30.082827</td>\n",
       "      <td>30.452</td>\n",
       "      <td>20.60</td>\n",
       "      <td>130.00</td>\n",
       "      <td>177.67</td>\n",
       "      <td>114.19</td>\n",
       "      <td>1141.69</td>\n",
       "      <td>19.06</td>\n",
       "      <td>1.4318</td>\n",
       "      <td>1131.90</td>\n",
       "      <td>49.10</td>\n",
       "      <td>110.82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               AAPL.O  MSFT.O  INTC.O  AMZN.O    GS.N     SPY     .SPX   .VIX  \\\n",
       "Date                                                                            \n",
       "2010-01-01        NaN     NaN     NaN     NaN     NaN     NaN      NaN    NaN   \n",
       "2010-01-04  30.572827  30.950   20.88  133.90  173.08  113.33  1132.99  20.04   \n",
       "2010-01-05  30.625684  30.960   20.87  134.69  176.14  113.63  1136.52  19.35   \n",
       "2010-01-06  30.138541  30.770   20.80  132.25  174.26  113.71  1137.14  19.16   \n",
       "2010-01-07  30.082827  30.452   20.60  130.00  177.67  114.19  1141.69  19.06   \n",
       "\n",
       "              EUR=     XAU=    GDX     GLD  \n",
       "Date                                        \n",
       "2010-01-01  1.4323  1096.35    NaN     NaN  \n",
       "2010-01-04  1.4411  1120.00  47.71  109.80  \n",
       "2010-01-05  1.4368  1118.65  48.17  109.70  \n",
       "2010-01-06  1.4412  1138.50  49.34  111.51  \n",
       "2010-01-07  1.4318  1131.90  49.10  110.82  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 以时间为索引，并转换成标准格式\n",
    "# 绘制各个指标的走势情况\n",
    "# 数据的前四列都是各个公司的股票价格\n",
    "data = pd.read_csv(\"data.csv\",index_col=0,parse_dates=True)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: xlabel='Date'>, <Axes: xlabel='Date'>,\n",
       "       <Axes: xlabel='Date'>, <Axes: xlabel='Date'>,\n",
       "       <Axes: xlabel='Date'>, <Axes: xlabel='Date'>,\n",
       "       <Axes: xlabel='Date'>, <Axes: xlabel='Date'>,\n",
       "       <Axes: xlabel='Date'>, <Axes: xlabel='Date'>,\n",
       "       <Axes: xlabel='Date'>, <Axes: xlabel='Date'>], dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from encodings.punycode import T\n",
    "\n",
    "\n",
    "data.plot(figsize=(12,12),subplots=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 统计分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 2216 entries, 2010-01-01 to 2018-06-29\n",
      "Data columns (total 12 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   AAPL.O  2138 non-null   float64\n",
      " 1   MSFT.O  2138 non-null   float64\n",
      " 2   INTC.O  2138 non-null   float64\n",
      " 3   AMZN.O  2138 non-null   float64\n",
      " 4   GS.N    2138 non-null   float64\n",
      " 5   SPY     2138 non-null   float64\n",
      " 6   .SPX    2138 non-null   float64\n",
      " 7   .VIX    2138 non-null   float64\n",
      " 8   EUR=    2216 non-null   float64\n",
      " 9   XAU=    2211 non-null   float64\n",
      " 10  GDX     2138 non-null   float64\n",
      " 11  GLD     2138 non-null   float64\n",
      "dtypes: float64(12)\n",
      "memory usage: 225.1 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2216.00</td>\n",
       "      <td>2211.00</td>\n",
       "      <td>2138.00</td>\n",
       "      <td>2138.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>93.46</td>\n",
       "      <td>44.56</td>\n",
       "      <td>29.36</td>\n",
       "      <td>480.46</td>\n",
       "      <td>170.22</td>\n",
       "      <td>180.32</td>\n",
       "      <td>1802.71</td>\n",
       "      <td>17.03</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1349.01</td>\n",
       "      <td>33.57</td>\n",
       "      <td>130.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>40.55</td>\n",
       "      <td>19.53</td>\n",
       "      <td>8.17</td>\n",
       "      <td>372.31</td>\n",
       "      <td>42.48</td>\n",
       "      <td>48.19</td>\n",
       "      <td>483.34</td>\n",
       "      <td>5.88</td>\n",
       "      <td>0.11</td>\n",
       "      <td>188.75</td>\n",
       "      <td>15.17</td>\n",
       "      <td>18.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>27.44</td>\n",
       "      <td>23.01</td>\n",
       "      <td>17.66</td>\n",
       "      <td>108.61</td>\n",
       "      <td>87.70</td>\n",
       "      <td>102.20</td>\n",
       "      <td>1022.58</td>\n",
       "      <td>9.14</td>\n",
       "      <td>1.04</td>\n",
       "      <td>1051.36</td>\n",
       "      <td>12.47</td>\n",
       "      <td>100.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>60.29</td>\n",
       "      <td>28.57</td>\n",
       "      <td>22.51</td>\n",
       "      <td>213.60</td>\n",
       "      <td>146.61</td>\n",
       "      <td>133.99</td>\n",
       "      <td>1338.57</td>\n",
       "      <td>13.07</td>\n",
       "      <td>1.13</td>\n",
       "      <td>1221.53</td>\n",
       "      <td>22.14</td>\n",
       "      <td>117.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>90.55</td>\n",
       "      <td>39.66</td>\n",
       "      <td>27.33</td>\n",
       "      <td>322.06</td>\n",
       "      <td>164.43</td>\n",
       "      <td>186.32</td>\n",
       "      <td>1863.08</td>\n",
       "      <td>15.58</td>\n",
       "      <td>1.27</td>\n",
       "      <td>1292.61</td>\n",
       "      <td>25.62</td>\n",
       "      <td>124.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>117.24</td>\n",
       "      <td>54.37</td>\n",
       "      <td>34.71</td>\n",
       "      <td>698.85</td>\n",
       "      <td>192.13</td>\n",
       "      <td>210.99</td>\n",
       "      <td>2108.94</td>\n",
       "      <td>19.07</td>\n",
       "      <td>1.35</td>\n",
       "      <td>1428.24</td>\n",
       "      <td>48.34</td>\n",
       "      <td>139.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>193.98</td>\n",
       "      <td>102.49</td>\n",
       "      <td>57.08</td>\n",
       "      <td>1750.08</td>\n",
       "      <td>273.38</td>\n",
       "      <td>286.58</td>\n",
       "      <td>2872.87</td>\n",
       "      <td>48.00</td>\n",
       "      <td>1.48</td>\n",
       "      <td>1898.99</td>\n",
       "      <td>66.63</td>\n",
       "      <td>184.59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        AAPL.O   MSFT.O   INTC.O   AMZN.O     GS.N      SPY     .SPX     .VIX  \\\n",
       "count  2138.00  2138.00  2138.00  2138.00  2138.00  2138.00  2138.00  2138.00   \n",
       "mean     93.46    44.56    29.36   480.46   170.22   180.32  1802.71    17.03   \n",
       "std      40.55    19.53     8.17   372.31    42.48    48.19   483.34     5.88   \n",
       "min      27.44    23.01    17.66   108.61    87.70   102.20  1022.58     9.14   \n",
       "25%      60.29    28.57    22.51   213.60   146.61   133.99  1338.57    13.07   \n",
       "50%      90.55    39.66    27.33   322.06   164.43   186.32  1863.08    15.58   \n",
       "75%     117.24    54.37    34.71   698.85   192.13   210.99  2108.94    19.07   \n",
       "max     193.98   102.49    57.08  1750.08   273.38   286.58  2872.87    48.00   \n",
       "\n",
       "          EUR=     XAU=      GDX      GLD  \n",
       "count  2216.00  2211.00  2138.00  2138.00  \n",
       "mean      1.25  1349.01    33.57   130.09  \n",
       "std       0.11   188.75    15.17    18.78  \n",
       "min       1.04  1051.36    12.47   100.50  \n",
       "25%       1.13  1221.53    22.14   117.40  \n",
       "50%       1.27  1292.61    25.62   124.00  \n",
       "75%       1.35  1428.24    48.34   139.00  \n",
       "max       1.48  1898.99    66.63   184.59  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe().round(2) # 小数点后保留2位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>27.44</td>\n",
       "      <td>23.01</td>\n",
       "      <td>17.66</td>\n",
       "      <td>108.61</td>\n",
       "      <td>87.70</td>\n",
       "      <td>102.20</td>\n",
       "      <td>1022.58</td>\n",
       "      <td>9.14</td>\n",
       "      <td>1.04</td>\n",
       "      <td>1051.36</td>\n",
       "      <td>12.47</td>\n",
       "      <td>100.50</td>\n",
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       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>193.98</td>\n",
       "      <td>102.49</td>\n",
       "      <td>57.08</td>\n",
       "      <td>1750.08</td>\n",
       "      <td>273.38</td>\n",
       "      <td>286.58</td>\n",
       "      <td>2872.87</td>\n",
       "      <td>48.00</td>\n",
       "      <td>1.48</td>\n",
       "      <td>1898.99</td>\n",
       "      <td>66.63</td>\n",
       "      <td>184.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>93.46</td>\n",
       "      <td>44.56</td>\n",
       "      <td>29.36</td>\n",
       "      <td>480.46</td>\n",
       "      <td>170.22</td>\n",
       "      <td>180.32</td>\n",
       "      <td>1802.71</td>\n",
       "      <td>17.03</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1349.01</td>\n",
       "      <td>33.57</td>\n",
       "      <td>130.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>40.55</td>\n",
       "      <td>19.53</td>\n",
       "      <td>8.17</td>\n",
       "      <td>372.31</td>\n",
       "      <td>42.48</td>\n",
       "      <td>48.19</td>\n",
       "      <td>483.34</td>\n",
       "      <td>5.88</td>\n",
       "      <td>0.11</td>\n",
       "      <td>188.75</td>\n",
       "      <td>15.17</td>\n",
       "      <td>18.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median</th>\n",
       "      <td>90.55</td>\n",
       "      <td>39.66</td>\n",
       "      <td>27.33</td>\n",
       "      <td>322.06</td>\n",
       "      <td>164.43</td>\n",
       "      <td>186.32</td>\n",
       "      <td>1863.08</td>\n",
       "      <td>15.58</td>\n",
       "      <td>1.27</td>\n",
       "      <td>1292.61</td>\n",
       "      <td>25.62</td>\n",
       "      <td>124.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        AAPL.O  MSFT.O  INTC.O   AMZN.O    GS.N     SPY     .SPX   .VIX  EUR=  \\\n",
       "min      27.44   23.01   17.66   108.61   87.70  102.20  1022.58   9.14  1.04   \n",
       "max     193.98  102.49   57.08  1750.08  273.38  286.58  2872.87  48.00  1.48   \n",
       "mean     93.46   44.56   29.36   480.46  170.22  180.32  1802.71  17.03  1.25   \n",
       "std      40.55   19.53    8.17   372.31   42.48   48.19   483.34   5.88  0.11   \n",
       "median   90.55   39.66   27.33   322.06  164.43  186.32  1863.08  15.58  1.27   \n",
       "\n",
       "           XAU=    GDX     GLD  \n",
       "min     1051.36  12.47  100.50  \n",
       "max     1898.99  66.63  184.59  \n",
       "mean    1349.01  33.57  130.09  \n",
       "std      188.75  15.17   18.78  \n",
       "median  1292.61  25.62  124.00  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.aggregate([min,max,np.mean,np.std,np.median]).round(2) # 汇总多种统计指标"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 序列变化情况计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算每一天各项指标的差异值（h后一天减去前一天的结果）\n",
    "# 计算pct_cahnge->增长率((后一个值-前一值)/前一个值)\n",
    "# 计算平均计算pct_cahnge指标\n",
    "# 绘图观察看哪个指标，平均增长率高\n",
    "# 计算连续时间的增长率（其中需要计算今天价格和昨天价格的差异）\n",
    "# 看看各个指标最初的1块钱相当于现在的多少"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
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       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>2010-01-04</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0088</td>\n",
       "      <td>23.65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>0.052857</td>\n",
       "      <td>0.010</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.79</td>\n",
       "      <td>3.06</td>\n",
       "      <td>0.30</td>\n",
       "      <td>3.53</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>-0.0043</td>\n",
       "      <td>-1.35</td>\n",
       "      <td>0.46</td>\n",
       "      <td>-0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>-0.487142</td>\n",
       "      <td>-0.190</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-2.44</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.62</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>0.0044</td>\n",
       "      <td>19.85</td>\n",
       "      <td>1.17</td>\n",
       "      <td>1.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>-0.055714</td>\n",
       "      <td>-0.318</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>-2.25</td>\n",
       "      <td>3.41</td>\n",
       "      <td>0.48</td>\n",
       "      <td>4.55</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-0.0094</td>\n",
       "      <td>-6.60</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>-0.69</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              AAPL.O  MSFT.O  INTC.O  AMZN.O  GS.N   SPY  .SPX  .VIX    EUR=  \\\n",
       "Date                                                                           \n",
       "2010-01-01       NaN     NaN     NaN     NaN   NaN   NaN   NaN   NaN     NaN   \n",
       "2010-01-04       NaN     NaN     NaN     NaN   NaN   NaN   NaN   NaN  0.0088   \n",
       "2010-01-05  0.052857   0.010   -0.01    0.79  3.06  0.30  3.53 -0.69 -0.0043   \n",
       "2010-01-06 -0.487142  -0.190   -0.07   -2.44 -1.88  0.08  0.62 -0.19  0.0044   \n",
       "2010-01-07 -0.055714  -0.318   -0.20   -2.25  3.41  0.48  4.55 -0.10 -0.0094   \n",
       "\n",
       "             XAU=   GDX   GLD  \n",
       "Date                           \n",
       "2010-01-01    NaN   NaN   NaN  \n",
       "2010-01-04  23.65   NaN   NaN  \n",
       "2010-01-05  -1.35  0.46 -0.10  \n",
       "2010-01-06  19.85  1.17  1.81  \n",
       "2010-01-07  -6.60 -0.24 -0.69  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.diff().head() # 增幅 默认看间隔1天的\n",
    "# data.diff(periods=2).head() # 看间隔2天的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL.O</th>\n",
       "      <th>MSFT.O</th>\n",
       "      <th>INTC.O</th>\n",
       "      <th>AMZN.O</th>\n",
       "      <th>GS.N</th>\n",
       "      <th>SPY</th>\n",
       "      <th>.SPX</th>\n",
       "      <th>.VIX</th>\n",
       "      <th>EUR=</th>\n",
       "      <th>XAU=</th>\n",
       "      <th>GDX</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.000</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.003</td>\n",
       "      <td>-0.034</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>0.010</td>\n",
       "      <td>-0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>-0.016</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.018</td>\n",
       "      <td>-0.011</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.018</td>\n",
       "      <td>0.024</td>\n",
       "      <td>0.016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.017</td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.004</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.007</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>-0.005</td>\n",
       "      <td>-0.006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AAPL.O  MSFT.O  INTC.O  AMZN.O   GS.N    SPY   .SPX   .VIX   EUR=  \\\n",
       "Date                                                                            \n",
       "2010-01-01     NaN     NaN     NaN     NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2010-01-04     NaN     NaN     NaN     NaN    NaN    NaN    NaN    NaN  0.006   \n",
       "2010-01-05   0.002   0.000  -0.000   0.006  0.018  0.003  0.003 -0.034 -0.003   \n",
       "2010-01-06  -0.016  -0.006  -0.003  -0.018 -0.011  0.001  0.001 -0.010  0.003   \n",
       "2010-01-07  -0.002  -0.010  -0.010  -0.017  0.020  0.004  0.004 -0.005 -0.007   \n",
       "\n",
       "             XAU=    GDX    GLD  \n",
       "Date                             \n",
       "2010-01-01    NaN    NaN    NaN  \n",
       "2010-01-04  0.022    NaN    NaN  \n",
       "2010-01-05 -0.001  0.010 -0.001  \n",
       "2010-01-06  0.018  0.024  0.016  \n",
       "2010-01-07 -0.006 -0.005 -0.006  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.pct_change().head().round(3) # 增长率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.pct_change().mean().plot(kind='bar',figsize=(6,4)) # 增长率平均值"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
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